Are there deep neural networks that have inputs connected with deeper hidden layers?
This type of connections are called skip or residual connections. There are numerous works which employs this type of mechanism, for example: ResNet, SkipRNN. In addition here you can find a paper that empirically explores the skip connections for sequential tagging, or this one for speech enhancement.